Face Generation

This project define and train a DCGAN on a dataset of faces. The goal is to get a generator network to generate new images of faces that look as realistic as possible!

Get the Data

Use the CelebFaces Attributes Dataset (CelebA) to train DCGAN networks.

Pre-processed Data

Each of the CelebA images are cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images.

Download this data by clicking here

# can comment out after executing
#!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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data_dir = 'processed_celeba_small/'


import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations.

Pre-process and Load the Data

Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # Implement function and return a dataloader
    transform = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor()])
    
    dataset = datasets.ImageFolder(data_dir, transform=transform)

    data_loader = torch.utils.data.DataLoader(dataset=dataset,
                                             batch_size=batch_size,
                                             shuffle=True)    
    return data_loader

Create a DataLoader

Call the above function and create a dataloader to view images.

# Define function hyperparameters
batch_size = 128
img_size = 32


# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

# scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min,max=feature_range
    return x*(max-min)+min

# check scaled range
# should be close to -1 to 1
img = images[9]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8431)
Max:  tensor(0.9765)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

This is a convolutional classifier without any maxpooling layers.

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a convolutional layer, with optional batch normalization.
    """
    
    layers=[]
    conv_layer = nn.Conv2d(in_channels, out_channels,
                          kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        # 2x2 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # all hidden layers + leaky relu activation
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*8*2*2)
        
        # final output layer
        out = self.fc(out)        
        return out


tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers=[]
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels,
                                             kernel_size, stride, padding, bias=False)
    
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)

        # transpose conv layers
        self.deconv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.deconv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.deconv3 = deconv(conv_dim*2, conv_dim, 4)
        self.deconv4 = deconv(conv_dim, 3, 4, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2) # (batch_size, depth, 2, 2)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.relu(self.deconv3(out))
        
        # last layer + tanh activation
        out = self.deconv4(out)
        out = torch.tanh(out)
        
        return out

tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

Initialize the weights of the convolutional and linear layers

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        m.weight.data.normal_(0.0, 0.02)
        
        # The bias terms, if they exist, set to 0
        if hasattr(m, 'bias') and m.bias is not None:
            m.bias.data.zero_()    
    

Build complete network

Define hyperparameters and instantiate the discriminator and generator from the classes defined above.

def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100


D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Discriminator Losses

For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.

Generator Loss

The generator loss will look similar only with flipped labels.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    labels = torch.ones(batch_size) * 0.9
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss


def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))
g_optimizer = optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))

---

Training

Training will involve alternating between training the discriminator and the generator.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #        TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
                
            # 1. Train the discriminator on real and fake images
            
            # Compute the discriminator losses on real images
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images 
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            
            # perfom backprop
            g_loss.backward()
            g_optimizer.step()
            


            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10



# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.4702 | g_loss: 1.3442
Epoch [    1/   10] | d_loss: 0.4168 | g_loss: 2.9902
Epoch [    1/   10] | d_loss: 0.7511 | g_loss: 4.6149
Epoch [    1/   10] | d_loss: 0.6996 | g_loss: 2.6358
Epoch [    1/   10] | d_loss: 0.6382 | g_loss: 2.3381
Epoch [    1/   10] | d_loss: 0.7289 | g_loss: 3.0355
Epoch [    1/   10] | d_loss: 0.7743 | g_loss: 2.3009
Epoch [    1/   10] | d_loss: 0.9171 | g_loss: 2.0157
Epoch [    1/   10] | d_loss: 0.8519 | g_loss: 3.1621
Epoch [    1/   10] | d_loss: 0.9417 | g_loss: 2.1748
Epoch [    1/   10] | d_loss: 0.7456 | g_loss: 2.5560
Epoch [    1/   10] | d_loss: 0.8562 | g_loss: 2.8251
Epoch [    1/   10] | d_loss: 0.9954 | g_loss: 2.1656
Epoch [    1/   10] | d_loss: 0.8420 | g_loss: 2.0003
Epoch [    1/   10] | d_loss: 1.2440 | g_loss: 2.5633
Epoch [    2/   10] | d_loss: 1.0404 | g_loss: 2.0008
Epoch [    2/   10] | d_loss: 1.0581 | g_loss: 1.7810
Epoch [    2/   10] | d_loss: 1.0357 | g_loss: 1.2953
Epoch [    2/   10] | d_loss: 0.9291 | g_loss: 2.0066
Epoch [    2/   10] | d_loss: 1.0563 | g_loss: 2.2389
Epoch [    2/   10] | d_loss: 0.9833 | g_loss: 1.8933
Epoch [    2/   10] | d_loss: 1.1097 | g_loss: 1.6576
Epoch [    2/   10] | d_loss: 1.0005 | g_loss: 1.4086
Epoch [    2/   10] | d_loss: 0.9208 | g_loss: 1.7728
Epoch [    2/   10] | d_loss: 0.9897 | g_loss: 1.8192
Epoch [    2/   10] | d_loss: 0.9495 | g_loss: 1.8343
Epoch [    2/   10] | d_loss: 0.8577 | g_loss: 1.5022
Epoch [    2/   10] | d_loss: 0.9612 | g_loss: 1.7470
Epoch [    2/   10] | d_loss: 0.7816 | g_loss: 1.5968
Epoch [    2/   10] | d_loss: 0.9860 | g_loss: 1.4153
Epoch [    3/   10] | d_loss: 1.0636 | g_loss: 2.4900
Epoch [    3/   10] | d_loss: 1.0576 | g_loss: 0.9935
Epoch [    3/   10] | d_loss: 1.0239 | g_loss: 1.8714
Epoch [    3/   10] | d_loss: 1.2259 | g_loss: 1.6861
Epoch [    3/   10] | d_loss: 1.0439 | g_loss: 1.8979
Epoch [    3/   10] | d_loss: 0.9923 | g_loss: 1.8836
Epoch [    3/   10] | d_loss: 0.8897 | g_loss: 1.6147
Epoch [    3/   10] | d_loss: 1.0950 | g_loss: 2.1906
Epoch [    3/   10] | d_loss: 0.9355 | g_loss: 1.6397
Epoch [    3/   10] | d_loss: 1.0623 | g_loss: 2.3797
Epoch [    3/   10] | d_loss: 0.9321 | g_loss: 1.8410
Epoch [    3/   10] | d_loss: 0.9628 | g_loss: 1.2807
Epoch [    3/   10] | d_loss: 1.2349 | g_loss: 2.7291
Epoch [    3/   10] | d_loss: 0.7498 | g_loss: 1.7726
Epoch [    3/   10] | d_loss: 0.8229 | g_loss: 2.0936
Epoch [    4/   10] | d_loss: 0.9983 | g_loss: 1.2886
Epoch [    4/   10] | d_loss: 0.7640 | g_loss: 1.7240
Epoch [    4/   10] | d_loss: 0.8258 | g_loss: 2.2543
Epoch [    4/   10] | d_loss: 1.4018 | g_loss: 0.7049
Epoch [    4/   10] | d_loss: 1.3524 | g_loss: 0.6021
Epoch [    4/   10] | d_loss: 0.7865 | g_loss: 1.7090
Epoch [    4/   10] | d_loss: 0.8121 | g_loss: 1.5417
Epoch [    4/   10] | d_loss: 0.9829 | g_loss: 1.4018
Epoch [    4/   10] | d_loss: 0.9157 | g_loss: 1.5459
Epoch [    4/   10] | d_loss: 0.8355 | g_loss: 1.7652
Epoch [    4/   10] | d_loss: 1.0478 | g_loss: 0.9405
Epoch [    4/   10] | d_loss: 1.2759 | g_loss: 2.8333
Epoch [    4/   10] | d_loss: 0.7252 | g_loss: 1.7435
Epoch [    4/   10] | d_loss: 0.8868 | g_loss: 1.5903
Epoch [    4/   10] | d_loss: 0.6949 | g_loss: 1.6188
Epoch [    5/   10] | d_loss: 0.9017 | g_loss: 1.1772
Epoch [    5/   10] | d_loss: 0.8566 | g_loss: 1.3684
Epoch [    5/   10] | d_loss: 1.3106 | g_loss: 0.9988
Epoch [    5/   10] | d_loss: 0.9456 | g_loss: 2.0133
Epoch [    5/   10] | d_loss: 1.1977 | g_loss: 1.0106
Epoch [    5/   10] | d_loss: 0.8475 | g_loss: 1.8018
Epoch [    5/   10] | d_loss: 0.9225 | g_loss: 1.7186
Epoch [    5/   10] | d_loss: 1.4492 | g_loss: 0.7545
Epoch [    5/   10] | d_loss: 0.8843 | g_loss: 2.1700
Epoch [    5/   10] | d_loss: 0.9460 | g_loss: 2.3665
Epoch [    5/   10] | d_loss: 0.9594 | g_loss: 2.3652
Epoch [    5/   10] | d_loss: 1.0187 | g_loss: 0.9968
Epoch [    5/   10] | d_loss: 0.9167 | g_loss: 1.1944
Epoch [    5/   10] | d_loss: 0.8560 | g_loss: 2.6985
Epoch [    5/   10] | d_loss: 1.0555 | g_loss: 1.6945
Epoch [    6/   10] | d_loss: 0.9536 | g_loss: 2.0933
Epoch [    6/   10] | d_loss: 1.1635 | g_loss: 2.7413
Epoch [    6/   10] | d_loss: 1.1054 | g_loss: 1.9820
Epoch [    6/   10] | d_loss: 0.8325 | g_loss: 1.5618
Epoch [    6/   10] | d_loss: 0.9239 | g_loss: 1.9268
Epoch [    6/   10] | d_loss: 0.8804 | g_loss: 2.0427
Epoch [    6/   10] | d_loss: 0.7841 | g_loss: 2.1679
Epoch [    6/   10] | d_loss: 0.9236 | g_loss: 1.5651
Epoch [    6/   10] | d_loss: 0.8596 | g_loss: 1.6032
Epoch [    6/   10] | d_loss: 1.4229 | g_loss: 1.9019
Epoch [    6/   10] | d_loss: 0.8350 | g_loss: 2.0671
Epoch [    6/   10] | d_loss: 0.8107 | g_loss: 1.7456
Epoch [    6/   10] | d_loss: 0.8641 | g_loss: 1.7412
Epoch [    6/   10] | d_loss: 0.8500 | g_loss: 1.9742
Epoch [    6/   10] | d_loss: 1.2214 | g_loss: 2.3686
Epoch [    7/   10] | d_loss: 0.8449 | g_loss: 2.1407
Epoch [    7/   10] | d_loss: 0.6982 | g_loss: 2.3445
Epoch [    7/   10] | d_loss: 0.9914 | g_loss: 1.1155
Epoch [    7/   10] | d_loss: 1.1135 | g_loss: 2.5025
Epoch [    7/   10] | d_loss: 1.1636 | g_loss: 3.0462
Epoch [    7/   10] | d_loss: 0.7680 | g_loss: 2.6213
Epoch [    7/   10] | d_loss: 0.8883 | g_loss: 1.5950
Epoch [    7/   10] | d_loss: 0.9351 | g_loss: 2.1605
Epoch [    7/   10] | d_loss: 0.7623 | g_loss: 1.3981
Epoch [    7/   10] | d_loss: 0.8140 | g_loss: 1.7163
Epoch [    7/   10] | d_loss: 0.9338 | g_loss: 2.0334
Epoch [    7/   10] | d_loss: 0.8616 | g_loss: 1.6333
Epoch [    7/   10] | d_loss: 0.9310 | g_loss: 1.9143
Epoch [    7/   10] | d_loss: 0.9641 | g_loss: 1.5789
Epoch [    7/   10] | d_loss: 0.9069 | g_loss: 2.1525
Epoch [    8/   10] | d_loss: 0.7825 | g_loss: 1.9578
Epoch [    8/   10] | d_loss: 0.9991 | g_loss: 1.9646
Epoch [    8/   10] | d_loss: 1.2988 | g_loss: 1.1642
Epoch [    8/   10] | d_loss: 0.8528 | g_loss: 1.9291
Epoch [    8/   10] | d_loss: 0.9624 | g_loss: 0.9942
Epoch [    8/   10] | d_loss: 0.6999 | g_loss: 1.8562
Epoch [    8/   10] | d_loss: 0.6971 | g_loss: 2.2183
Epoch [    8/   10] | d_loss: 0.8717 | g_loss: 1.2488
Epoch [    8/   10] | d_loss: 1.1379 | g_loss: 1.2817
Epoch [    8/   10] | d_loss: 0.7351 | g_loss: 1.6604
Epoch [    8/   10] | d_loss: 1.0364 | g_loss: 2.1357
Epoch [    8/   10] | d_loss: 0.7735 | g_loss: 1.2408
Epoch [    8/   10] | d_loss: 1.1795 | g_loss: 0.9851
Epoch [    8/   10] | d_loss: 0.7950 | g_loss: 2.5270
Epoch [    8/   10] | d_loss: 1.2592 | g_loss: 1.0322
Epoch [    9/   10] | d_loss: 0.6940 | g_loss: 1.7270
Epoch [    9/   10] | d_loss: 0.7411 | g_loss: 2.2259
Epoch [    9/   10] | d_loss: 0.7053 | g_loss: 1.4010
Epoch [    9/   10] | d_loss: 1.1805 | g_loss: 1.1856
Epoch [    9/   10] | d_loss: 0.8305 | g_loss: 1.3416
Epoch [    9/   10] | d_loss: 1.0252 | g_loss: 2.0943
Epoch [    9/   10] | d_loss: 0.9671 | g_loss: 2.8485
Epoch [    9/   10] | d_loss: 1.0449 | g_loss: 2.3594
Epoch [    9/   10] | d_loss: 0.9281 | g_loss: 2.5414
Epoch [    9/   10] | d_loss: 0.8917 | g_loss: 1.9107
Epoch [    9/   10] | d_loss: 0.9154 | g_loss: 2.0286
Epoch [    9/   10] | d_loss: 0.9528 | g_loss: 1.8406
Epoch [    9/   10] | d_loss: 0.9003 | g_loss: 2.8200
Epoch [    9/   10] | d_loss: 0.9637 | g_loss: 3.0563
Epoch [    9/   10] | d_loss: 0.7823 | g_loss: 2.1953
Epoch [   10/   10] | d_loss: 0.8826 | g_loss: 2.7805
Epoch [   10/   10] | d_loss: 0.9051 | g_loss: 1.6644
Epoch [   10/   10] | d_loss: 0.9545 | g_loss: 1.4187
Epoch [   10/   10] | d_loss: 1.0072 | g_loss: 2.3823
Epoch [   10/   10] | d_loss: 0.9237 | g_loss: 2.4729
Epoch [   10/   10] | d_loss: 0.9002 | g_loss: 1.3301
Epoch [   10/   10] | d_loss: 0.9336 | g_loss: 1.2071
Epoch [   10/   10] | d_loss: 0.8239 | g_loss: 1.9451
Epoch [   10/   10] | d_loss: 0.6884 | g_loss: 2.2635
Epoch [   10/   10] | d_loss: 0.7360 | g_loss: 2.5978
Epoch [   10/   10] | d_loss: 0.7711 | g_loss: 1.6486
Epoch [   10/   10] | d_loss: 0.6892 | g_loss: 1.9981
Epoch [   10/   10] | d_loss: 0.8344 | g_loss: 1.7741
Epoch [   10/   10] | d_loss: 0.7362 | g_loss: 2.2463
Epoch [   10/   10] | d_loss: 0.8613 | g_loss: 1.5447

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f7da423d9e8>

Generator samples from training

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)